From dff37adbbc2677a2ab9b2c29ecaaa56af2e8aea3 Mon Sep 17 00:00:00 2001 From: zzlgreat Date: Sat, 8 Nov 2025 08:58:30 +0800 Subject: [PATCH] =?UTF-8?q?agent=E5=8A=9F=E8=83=BD=E5=BC=80=E5=8F=91?= =?UTF-8?q?=E5=A2=9E=E5=8A=A0MCP=E5=90=8E=E7=AB=AF?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- mcp_server.py | 70 ++++++++++++++++++++++++++++++++++++--------------- 1 file changed, 50 insertions(+), 20 deletions(-) diff --git a/mcp_server.py b/mcp_server.py index 636112aa..2fb1abd9 100644 --- a/mcp_server.py +++ b/mcp_server.py @@ -1071,38 +1071,68 @@ class MCPAgentIntegrated: ``` ## 规划原则 -1. 先收集数据，再分析总结 -2. 使用 summarize_news 总结新闻类数据 -3. 不超过5个步骤 -4. 最后一步通常是总结 +1. **先收集数据，再分析总结** +2. **使用 summarize_news 总结新闻类数据** +3. **根据问题复杂度灵活规划步骤数**： + - 简单问题（如查询单只股票）：2-3 步 + - 中等复杂度（如对比分析）：3-5 步 + - 复杂问题（如多维度深度分析）：5-8 步 + - 避免过度拆分简单任务 +4. **每个步骤应有明确目的，避免冗余** +5. **最后通常需要总结步骤**（除非用户只要原始数据） ## 示例 +**示例 1: 简单查询（2 步）** 用户："贵州茅台最近有什么新闻" - -计划： ```json {{ "goal": "查询并总结贵州茅台最新新闻", - "reasoning": "先搜索新闻，再用 DeepMoney 总结", + "reasoning": "简单的新闻查询，只需搜索和总结两步", "steps": [ - {{ - "tool": "search_china_news", - "arguments": {{"query": "贵州茅台", "top_k": 10}}, - "reason": "搜索贵州茅台相关新闻" - }}, - {{ - "tool": "summarize_news", - "arguments": {{ - "data": "前面的新闻数据", - "focus": "贵州茅台的重要动态和市场影响" - }}, - "reason": "使用DeepMoney总结新闻要点" - }} + {{"tool": "search_china_news", "arguments": {{"query": "贵州茅台", "top_k": 10}}, "reason": "搜索新闻"}}, + {{"tool": "summarize_news", "arguments": {{"data": "新闻数据", "focus": "重要动态"}}, "reason": "总结要点"}} ] }} ``` +**示例 2: 中等复杂度（4 步）** +用户："对比分析贵州茅台和五粮液的投资价值" +```json +{{ + "goal": "对比分析两只股票的投资价值", + "reasoning": "需要分别获取两只股票的数据，然后对比分析", + "steps": [ + {{"tool": "get_stock_info", "arguments": {{"stock_code": "600519"}}, "reason": "获取茅台数据"}}, + {{"tool": "get_stock_info", "arguments": {{"stock_code": "000858"}}, "reason": "获取五粮液数据"}}, + {{"tool": "search_china_news", "arguments": {{"query": "茅台 五粮液 对比", "top_k": 5}}, "reason": "搜索对比分析文章"}}, + {{"tool": "summarize_news", "arguments": {{"data": "新闻", "focus": "投资价值对比"}}, "reason": "总结对比结论"}} + ] +}} +``` + +**示例 3: 复杂分析（6 步）** +用户："全面分析人工智能概念板块的投资机会" +```json +{{ + "goal": "深度分析人工智能板块的投资机会", + "reasoning": "需要获取板块数据、龙头股、资金流向、新闻动态等多维度信息", + "steps": [ + {{"tool": "get_concept_stocks", "arguments": {{"concept": "人工智能"}}, "reason": "获取概念成分股"}}, + {{"tool": "get_concept_money_flow", "arguments": {{"concept": "人工智能"}}, "reason": "获取资金流向"}}, + {{"tool": "get_limit_up_stocks", "arguments": {{"concept": "人工智能"}}, "reason": "查看涨停股情况"}}, + {{"tool": "search_china_news", "arguments": {{"query": "人工智能概念股", "top_k": 15}}, "reason": "搜索最新新闻"}}, + {{"tool": "get_stock_info", "arguments": {{"stock_code": "300496"}}, "reason": "分析龙头股中科创达"}}, + {{"tool": "summarize_news", "arguments": {{"data": "所有数据", "focus": "投资机会和风险"}}, "reason": "综合分析总结"}} + ] +}} +``` + +**重要提示**： +- 简单问题不要硬凑步骤，2-3 步足够 +- 复杂问题可以拆分到 6-8 步，但每步必须有实际价值 +- 避免重复调用相同工具（除非参数不同） + 只返回JSON，不要其他内容。""" async def create_plan(self, user_query: str, tools: List[dict]) -> ExecutionPlan: